{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import division\n",
    "from IPython.display import Image\n",
    "from deltasigma import *\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "np.set_printoptions(suppress=True, precision=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "order = 8\n",
    "osr = 32\n",
    "nlev = 2\n",
    "f0 = 0.125\n",
    "Hinf = 1.5\n",
    "form = 'CRFB'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Synthesized a 8-order NTF, with roots:\n",
      "\n",
      " Zeros:\t\t\t Poles:\n",
      "(0.735825, 0.677171j)\t(0.574412, -0.755247j)\n",
      "(0.735825, -0.677171j)\t(0.574412, 0.755247j)\n",
      "(0.707107, 0.707107j)\t(0.576806, -0.657630j)\n",
      "(0.707107, -0.707107j)\t(0.576806, 0.657630j)\n",
      "(0.707107, 0.707107j)\t(0.637688, -0.578575j)\n",
      "(0.707107, -0.707107j)\t(0.637688, 0.578575j)\n",
      "(0.677171, 0.735825j)\t(0.751098, -0.551585j)\n",
      "(0.677171, -0.735825j)\t(0.751098, 0.551585j)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ntf = synthesizeNTF(order, osr, 2, Hinf, f0)            # Optimized zero placement\n",
    "print \"Synthesized a %d-order NTF, with roots:\\n\" % order\n",
    "print \" Zeros:\\t\\t\\t Poles:\"\n",
    "for z, p in zip(ntf[0], ntf[1]):\n",
    "    print \"(%f, %fj)\\t(%f, %fj)\" % (np.real(z), np.imag(z), np.real(p), np.imag(p))\n",
    "print \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b21a050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotPZ(ntf, showlist=True)\n",
    "a, g, b, c = realizeNTF(ntf, form)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"http://python-deltasigma.readthedocs.org/en/latest/_images/CRFB.png\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url='http://python-deltasigma.readthedocs.org/en/latest/_images/CRFB.png', retina=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ABCD Matrix:\n",
      "[[ 1.    -0.528  0.     0.     0.     0.     0.     0.     0.001 -0.001]\n",
      " [ 1.     0.472  0.     0.     0.     0.     0.     0.     0.001  0.001]\n",
      " [ 0.     1.     1.    -0.586  0.     0.     0.     0.     0.     0.008]\n",
      " [ 0.     1.     1.     0.414  0.     0.     0.     0.     0.     0.028]\n",
      " [ 0.     0.     0.     1.     1.    -0.586  0.     0.     0.     0.126]\n",
      " [ 0.     0.     0.     1.     1.     0.414  0.     0.     0.     0.048]\n",
      " [ 0.     0.     0.     0.     0.     1.     1.    -0.646  0.    -0.018]\n",
      " [ 0.     0.     0.     0.     0.     1.     1.     0.354  0.    -0.574]\n",
      " [ 0.     0.     0.     0.     0.     0.     0.     1.     0.     0.   ]]\n"
     ]
    }
   ],
   "source": [
    "b = np.hstack(( # Use a single feed-in for the input\n",
    "               np.atleast_1d(b[0]),\n",
    "               np.zeros((b.shape[0] - 1, ))\n",
    "             ))\n",
    "ABCD = stuffABCD(a, g, b, c, form)\n",
    "print \"ABCD Matrix:\"\n",
    "print ABCD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf140d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DocumentNTF(ABCD, osr, f0)\n",
    "f = gcf()\n",
    "f.set_size_inches((15, 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d4b0790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(15,8))\n",
    "PlotExampleSpectrum(ntf, M=1, osr=osr, f0=f0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "snr, amp = simulateSNR(ntf, osr, None, f0, nlev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d8cd1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(15,8))\n",
    "if nlev == 2 and f0 == 0.:\n",
    "    snr_pred, amp_pred, k0, k1, se = predictSNR(ntf, osr)\n",
    "    plot(amp_pred, snr_pred, '-', label='predicted')\n",
    "    hold(True)\n",
    "plot(amp, snr,'o-.g', label='simulated')\n",
    "xlabel('Input Level (dBFS)')\n",
    "ylabel('SQNR (dB)')\n",
    "peak_snr, peak_amp = peakSNR(snr, amp)\n",
    "msg = 'peak SQNR = %4.1fdB  \\n@ amp = %4.1fdB  ' % (peak_snr, peak_amp)\n",
    "text(peak_amp-10,peak_snr,msg, horizontalalignment='right', verticalalignment='center');\n",
    "msg = 'OSR = %d ' % osr\n",
    "text(-2, 5, msg, horizontalalignment='right');\n",
    "hold(False)\n",
    "figureMagic([-100, 0], 10, None, [0, 80], 10, None, [12, 6], 'Time-Domain Simulations')\n",
    "legend(loc=2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Doing dynamic range scaling...  Done.\n",
      "Maximum input magnitude: 0.867\n"
     ]
    }
   ],
   "source": [
    " # Dynamic range scaling\n",
    "print 'Doing dynamic range scaling... ',\n",
    "ABCD0 = ABCD.copy()\n",
    "ABCD, umax, S = scaleABCD(ABCD0, nlev, f0)\n",
    "#a, g, b, c = mapABCD(ABCD,form);\n",
    "print 'Done.'\n",
    "print \"Maximum input magnitude: %.3f\" % umax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verifying dynamic range scaling...  Done.\n",
      "Maximum DC input level: 0.867\n"
     ]
    }
   ],
   "source": [
    "print 'Verifying dynamic range scaling... ',\n",
    "u = np.linspace(0, 0.95*umax, 30)\n",
    "N = 1e4\n",
    "N0 = 50\n",
    "test_tone = np.cos(2*np.pi*f0*np.arange(N))\n",
    "test_tone[:N0] = test_tone[:N0]*(0.5 - 0.5*np.cos(2*np.pi/N0*np.arange(N0)))\n",
    "maxima = np.zeros((order, u.shape[0]))\n",
    "for i in np.arange(u.shape[0]):\n",
    "    ui = u[i]\n",
    "    v, xn, xmax, y = simulateDSM(ui*test_tone, ABCD, nlev)\n",
    "    maxima[:, i] = xmax[:, 0]\n",
    "    if (xmax > 1e2).any(): \n",
    "        print 'Warning, umax from scaleABCD was too high.'\n",
    "        umax = ui\n",
    "        u = u[:i]\n",
    "        maxima = maxima[:, :i]\n",
    "        break\n",
    "print 'Done.'\n",
    "print \"Maximum DC input level: %.3f\" % umax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ddf6bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = get_cmap('jet')(np.linspace(0, 1.0, order))\n",
    "hold(True)\n",
    "for i in range(order):\n",
    "    plot(u, maxima[i,:], 'o-', color=colors[i], label='State %d' % (i+1))\n",
    "grid(True)\n",
    "figureMagic([0, umax], None, None, [0, 1] , 0.1, 2, [12, 6], 'State Maxima')\n",
    "xlabel('DC input')\n",
    "ylabel('Maxima')\n",
    "legend(loc='best');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "a, g, b, c = mapABCD(ABCD, form)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "adc = {\n",
    "       'order':order,\n",
    "       'osr':osr,\n",
    "       'nlev':nlev,\n",
    "       'f0':f0,\n",
    "       'ntf':ntf,\n",
    "       'ABCD':ABCD,\n",
    "       'umax':umax,\n",
    "       'peak_snr':peak_snr,\n",
    "       'form':form,\n",
    "       'coefficients':{\n",
    "                       'a':a,\n",
    "                       'g':g,\n",
    "                       'b':b,\n",
    "                       'c':c\n",
    "                      }\n",
    "      }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final ADC coefficients:\n",
      "  a\n",
      "   [ 0.086 -0.106 -0.066 -0.134 -0.255  0.101  0.008  0.196]\n",
      "  g\n",
      "   [ 0.723  0.749  0.917  0.847]\n",
      "  b\n",
      "   [ 0.086  0.     0.     0.     0.     0.     0.     0.     0.   ]\n",
      "  c\n",
      "   [ 0.731  0.162  0.782  0.305  0.639  0.356  0.763  2.844]\n"
     ]
    }
   ],
   "source": [
    "print \"Final ADC coefficients:\"\n",
    "print \"  %s\\n   %s\" % ('a', adc['coefficients']['a'])\n",
    "print \"  %s\\n   %s\" % ('g', adc['coefficients']['g'])\n",
    "print \"  %s\\n   %s\" % ('b', adc['coefficients']['b'])\n",
    "print \"  %s\\n   %s\" % ('c', adc['coefficients']['c'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### System version information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/json": {
       "Software versions": [
        {
         "module": "Python",
         "version": "2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]"
        },
        {
         "module": "IPython",
         "version": "3.2.1"
        },
        {
         "module": "OS",
         "version": "Darwin 14.4.0 x86_64 i386 64bit"
        },
        {
         "module": "numpy",
         "version": "1.9.2"
        },
        {
         "module": "scipy",
         "version": "0.16.0"
        },
        {
         "module": "matplotlib",
         "version": "1.4.3"
        },
        {
         "module": "deltasigma",
         "version": "0.2.2"
        }
       ]
      },
      "text/html": [
       "<table><tr><th>Software</th><th>Version</th></tr><tr><td>Python</td><td>2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]</td></tr><tr><td>IPython</td><td>3.2.1</td></tr><tr><td>OS</td><td>Darwin 14.4.0 x86_64 i386 64bit</td></tr><tr><td>numpy</td><td>1.9.2</td></tr><tr><td>scipy</td><td>0.16.0</td></tr><tr><td>matplotlib</td><td>1.4.3</td></tr><tr><td>deltasigma</td><td>0.2.2</td></tr><tr><td colspan='2'>Fri Aug 07 16:22:48 2015 CEST</td></tr></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{|l|l|}\\hline\n",
       "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
       "Python & 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)] \\\\ \\hline\n",
       "IPython & 3.2.1 \\\\ \\hline\n",
       "OS & Darwin 14.4.0 x86\\_64 i386 64bit \\\\ \\hline\n",
       "numpy & 1.9.2 \\\\ \\hline\n",
       "scipy & 0.16.0 \\\\ \\hline\n",
       "matplotlib & 1.4.3 \\\\ \\hline\n",
       "deltasigma & 0.2.2 \\\\ \\hline\n",
       "\\hline \\multicolumn{2}{|l|}{Fri Aug 07 16:22:48 2015 CEST} \\\\ \\hline\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Software versions\n",
       "Python 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]\n",
       "IPython 3.2.1\n",
       "OS Darwin 14.4.0 x86_64 i386 64bit\n",
       "numpy 1.9.2\n",
       "scipy 0.16.0\n",
       "matplotlib 1.4.3\n",
       "deltasigma 0.2.2\n",
       "Fri Aug 07 16:22:48 2015 CEST"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#%install_ext http://raw.github.com/jrjohansson/version_information/master/version_information.py\n",
    "%load_ext version_information\n",
    "%reload_ext version_information\n",
    "\n",
    "%version_information numpy, scipy, matplotlib, deltasigma"
   ]
  }
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